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    <title>03 | 可扩展架构：如何打造一个善变的柔性系统？</title>
    
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) format('woff'), url(https://static001.geekbang.org/static/fonts/KaTeX_Size1-Regular.7342d45.ttf) format('truetype');
  font-weight: normal;
  font-style: normal;
}
@font-face {
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) 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  font-style: normal;
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.katex .delimcenter {
  position: relative;
}
.katex .op-symbol {
  position: relative;
}
.katex .op-symbol.small-op {
  font-family: KaTeX_Size1;
}
.katex .op-symbol.large-op {
  font-family: KaTeX_Size2;
}
.katex .op-limits > .vlist-t {
  text-align: center;
}
.katex .accent > .vlist-t {
  text-align: center;
}
.katex .accent .accent-body {
  position: relative;
}
.katex .accent .accent-body:not(.accent-full) {
  width: 0;
}
.katex .overlay {
  display: block;
}
.katex .mtable .vertical-separator {
  display: inline-block;
  margin: 0 -0.025em;
  border-right: 0.05em solid;
  min-width: 1px;
}
.katex .mtable .vs-dashed {
  border-right: 0.05em dashed;
}
.katex .mtable .arraycolsep {
  display: inline-block;
}
.katex .mtable .col-align-c > .vlist-t {
  text-align: center;
}
.katex .mtable .col-align-l > .vlist-t {
  text-align: left;
}
.katex .mtable .col-align-r > .vlist-t {
  text-align: right;
}
.katex .svg-align {
  text-align: left;
}
.katex svg {
  display: block;
  position: absolute;
  width: 100%;
  height: inherit;
  fill: currentColor;
  stroke: currentColor;
  fill-rule: nonzero;
  fill-opacity: 1;
  stroke-width: 1;
  stroke-linecap: butt;
  stroke-linejoin: miter;
  stroke-miterlimit: 4;
  stroke-dasharray: none;
  stroke-dashoffset: 0;
  stroke-opacity: 1;
}
.katex svg path {
  stroke: none;
}
.katex img {
  border-style: none;
  min-width: 0;
  min-height: 0;
  max-width: none;
  max-height: none;
}
.katex .stretchy {
  width: 100%;
  display: block;
  position: relative;
  overflow: hidden;
}
.katex .stretchy::before,
.katex .stretchy::after {
  content: "";
}
.katex .hide-tail {
  width: 100%;
  position: relative;
  overflow: hidden;
}
.katex .halfarrow-left {
  position: absolute;
  left: 0;
  width: 50.2%;
  overflow: hidden;
}
.katex .halfarrow-right {
  position: absolute;
  right: 0;
  width: 50.2%;
  overflow: hidden;
}
.katex .brace-left {
  position: absolute;
  left: 0;
  width: 25.1%;
  overflow: hidden;
}
.katex .brace-center {
  position: absolute;
  left: 25%;
  width: 50%;
  overflow: hidden;
}
.katex .brace-right {
  position: absolute;
  right: 0;
  width: 25.1%;
  overflow: hidden;
}
.katex .x-arrow-pad {
  padding: 0 0.5em;
}
.katex .x-arrow,
.katex .mover,
.katex .munder {
  text-align: center;
}
.katex .boxpad {
  padding: 0 0.3em 0 0.3em;
}
.katex .fbox,
.katex .fcolorbox {
  box-sizing: border-box;
  border: 0.04em solid;
}
.katex .cancel-pad {
  padding: 0 0.2em 0 0.2em;
}
.katex .cancel-lap {
  margin-left: -0.2em;
  margin-right: -0.2em;
}
.katex .sout {
  border-bottom-style: solid;
  border-bottom-width: 0.08em;
}
.katex-display {
  display: block;
  margin: 1em 0;
  text-align: center;
}
.katex-display > .katex {
  display: block;
  text-align: center;
  white-space: nowrap;
}
.katex-display > .katex > .katex-html {
  display: block;
  position: relative;
}
.katex-display > .katex > .katex-html > .tag {
  position: absolute;
  right: 0;
}
.katex-display.leqno > .katex > .katex-html > .tag {
  left: 0;
  right: auto;
}
.katex-display.fleqn > .katex {
  text-align: left;
}

</style><style type="text/css">@charset "utf-8";

/* 防止用户自定义背景颜色对网页的影响，添加让用户可以自定义字体 */
html {
  color: #333;
  /*background: #fff;*/
  -webkit-text-size-adjust: 100%;
  -ms-text-size-adjust: 100%;
  text-rendering: optimizelegibility;
  font-family: Helvetica Neue, PingFang SC, Verdana, Microsoft Yahei, Hiragino Sans GB, Microsoft Sans Serif, WenQuanYi Micro Hei, sans-serif;
}

/* 如果你的项目仅支持 IE9+ | Chrome | Firefox 等，推荐在 <html> 中添加 .borderbox 这个 class */
html.borderbox *, html.borderbox *:before, html.borderbox *:after {
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  box-sizing: border-box;
}

/* 内外边距通常让各个浏览器样式的表现位置不同 */
body, dl, dt, dd, ul, ol, li, h1, h2, h3, h4, h5, h6, pre, code, form, fieldset, legend, input, textarea, p, blockquote, th, td, hr, button, article, aside, details, figcaption, figure, footer, header, menu, nav, section {
  margin: 0;
  padding: 0;
}

/* 重设 HTML5 标签, IE 需要在 js 中 createElement(TAG) */
article, aside, details, figcaption, figure, footer, header, menu, nav, section {
  display: block;
}

/* HTML5 媒体文件跟 img 保持一致 */
audio, canvas, video {
  display: inline-block;
}

/* 要注意表单元素并不继承父级 font 的问题 */
body, button, input, select, textarea {
  font: 300 1em/1.8 PingFang SC, Lantinghei SC, Microsoft Yahei, Hiragino Sans GB, Microsoft Sans Serif, WenQuanYi Micro Hei, Helvetica, sans-serif;
}

button::-moz-focus-inner,
input::-moz-focus-inner {
  padding: 0;
  border: 0;
}

/* 去掉各Table cell 的边距并让其边重合 */
table {
  border-collapse: collapse;
  border-spacing: 0;
}

/* 去除默认边框 */
fieldset, img {
  border: 0;
}

/* 块/段落引用 */
blockquote {
  position: relative;
  color: #999;
  font-weight: 400;
  border-left: 1px solid #1abc9c;
  padding-left: 1em;
  margin: 1em 3em 1em 2em;
}

@media only screen and ( max-width: 640px ) {
  blockquote {
    margin: 1em 0;
  }
}

/* Firefox 以外，元素没有下划线，需添加 */
acronym, abbr {
  border-bottom: 1px dotted;
  font-variant: normal;
}

/* 添加鼠标问号，进一步确保应用的语义是正确的（要知道，交互他们也有洁癖，如果你不去掉，那得多花点口舌） */
abbr {
  cursor: help;
}

/* 一致的 del 样式 */
del {
  text-decoration: line-through;
}

address, caption, cite, code, dfn, em, th, var {
  font-style: normal;
  font-weight: 400;
}

/* 去掉列表前的标识, li 会继承，大部分网站通常用列表来很多内容，所以应该当去 */
ul, ol {
  list-style: none;
}

/* 对齐是排版最重要的因素, 别让什么都居中 */
caption, th {
  text-align: left;
}

q:before, q:after {
  content: '';
}

/* 统一上标和下标 */
sub, sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
}

:root sub, :root sup {
  vertical-align: baseline; /* for ie9 and other modern browsers */
}

sup {
  top: -0.5em;
}

sub {
  bottom: -0.25em;
}

/* 让链接在 hover 状态下显示下划线 */
a {
  color: #1abc9c;
}

a:hover {
  text-decoration: underline;
}

.typo a {
  border-bottom: 1px solid #1abc9c;
}

.typo a:hover {
  border-bottom-color: #555;
  color: #555;
  text-decoration: none;
}

/* 默认不显示下划线，保持页面简洁 */
ins, a {
  text-decoration: none;
}

/* 专名号：虽然 u 已经重回 html5 Draft，但在所有浏览器中都是可以使用的，
 * 要做到更好，向后兼容的话，添加 class="typo-u" 来显示专名号
 * 关于 <u> 标签：http://www.whatwg.org/specs/web-apps/current-work/multipage/text-level-semantics.html#the-u-element
 * 被放弃的是 4，之前一直搞错 http://www.w3.org/TR/html401/appendix/changes.html#idx-deprecated
 * 一篇关于 <u> 标签的很好文章：http://html5doctor.com/u-element/
 */
u, .typo-u {
  text-decoration: underline;
}

/* 标记，类似于手写的荧光笔的作用 */
mark {
  background: #fffdd1;
  border-bottom: 1px solid #ffedce;
  padding: 2px;
  margin: 0 5px;
}

/* 代码片断 */
pre, code, pre tt {
  font-family: Courier, 'Courier New', monospace;
}

pre {
  background: rgba(248, 248, 248, 0.7);
  border: 1px solid #ddd;
  padding: 1em 1.5em;
  display: block;
  -webkit-overflow-scrolling: touch;
}

/* 一致化 horizontal rule */
hr {
  border: none;
  border-bottom: 1px solid #cfcfcf;
  margin-bottom: 0.8em;
  height: 10px;
}

/* 底部印刷体、版本等标记 */
small, .typo-small,
  /* 图片说明 */
figcaption {
  font-size: 0.9em;
  color: #888;
}

strong, b {
  font-weight: bold;
  color: #000;
}

/* 可拖动文件添加拖动手势 */
[draggable] {
  cursor: move;
}

.clearfix:before, .clearfix:after {
  content: "";
  display: table;
}

.clearfix:after {
  clear: both;
}

.clearfix {
  zoom: 1;
}

/* 强制文本换行 */
.textwrap, .textwrap td, .textwrap th {
  word-wrap: break-word;
  word-break: break-all;
}

.textwrap-table {
  table-layout: fixed;
}

/* 提供 serif 版本的字体设置: iOS 下中文自动 fallback 到 sans-serif */
.serif {
  font-family: Palatino, Optima, Georgia, serif;
}

/* 保证块/段落之间的空白隔行 */
.typo p, .typo pre, .typo ul, .typo ol, .typo dl, .typo form, .typo hr, .typo table,
.typo-p, .typo-pre, .typo-ul, .typo-ol, .typo-dl, .typo-form, .typo-hr, .typo-table, blockquote {
  /*margin-bottom: 1.2em*/
  margin-bottom: 1rem;
}

h1, h2, h3, h4, h5, h6 {
  font-family: PingFang SC, Helvetica Neue, Verdana, Microsoft Yahei, Hiragino Sans GB, Microsoft Sans Serif, WenQuanYi Micro Hei, sans-serif;
  /*font-weight: 100;*/
  color: #000;
  line-height: 1.35;
}

/* 标题应该更贴紧内容，并与其他块区分，margin 值要相应做优化 */
.typo h1, .typo h2, .typo h3, .typo h4, .typo h5, .typo h6,
.typo-h1, .typo-h2, .typo-h3, .typo-h4, .typo-h5, .typo-h6 {
  margin-top: 1.2em;
  margin-bottom: 0.6em;
  line-height: 1.35;
}

.typo h1, .typo-h1 {
  font-size: 2em;
}

.typo h2, .typo-h2 {
  font-size: 1.8em;
}

.typo h3, .typo-h3 {
  font-size: 1.6em;
}

.typo h4, .typo-h4 {
  font-size: 1.4em;
}

.typo h5, .typo h6, .typo-h5, .typo-h6 {
  font-size: 1.2em;
}

/* 在文章中，应该还原 ul 和 ol 的样式 */
.typo ul, .typo-ul {
  margin-left: 1.3em;
  list-style: disc;
}

.typo ol, .typo-ol {
  list-style: decimal;
  margin-left: 1.9em;
}

.typo li ul, .typo li ol, .typo-ul ul, .typo-ul ol, .typo-ol ul, .typo-ol ol {
  margin-bottom: 0.8em;
  margin-left: 2em;
}

.typo li ul, .typo-ul ul, .typo-ol ul {
  list-style: circle;
}

/* 同 ul/ol，在文章中应用 table 基本格式 */
.typo table th, .typo table td, .typo-table th, .typo-table td, .typo table caption {
  border: 1px solid #ddd;
  padding: 0.5em 1em;
  color: #666;
}

.typo table th, .typo-table th {
  background: #fbfbfb;
}

.typo table thead th, .typo-table thead th {
  background: rgba(241, 241, 241, 0.7);
}

.typo table caption {
  border-bottom: none;
}

/* 去除 webkit 中 input 和 textarea 的默认样式  */
.typo-input, .typo-textarea {
  -webkit-appearance: none;
  border-radius: 0;
}

.typo-em, .typo em, legend, caption {
  color: #000;
  font-weight: inherit;
}

/* 着重号，只能在少量（少于100个字符）且全是全角字符的情况下使用 */
.typo-em {
  position: relative;
}

.typo-em:after {
  position: absolute;
  top: 0.65em;
  left: 0;
  width: 100%;
  overflow: hidden;
  white-space: nowrap;
  content: "\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB\30FB";
}

/* Responsive images */
.typo img {
  max-width: 100%;
}
</style><style type="text/css">.common-content {
  font-weight: 400;
  color: #353535;
  line-height: 1.75rem;
  /*font-size: 1.075rem;*/
  white-space: normal;
  word-break: normal;
  font-size: 1rem;
}
.common-content img {
  display: block;
  max-width: 100%;
  background-color: #EEE;
  /*height: auto;*/
}
.common-content audio,
.common-content video {
  width: 100%;
  background-color: #EEE;
}
/*.common-content p,*/
.common-content center,
.common-content font {
  margin-top: 1rem;
  /*margin-bottom: 0;*/
  display: inline-block;
}
.common-content center {
  width: 100%;
}
.common-content pre {
  /*background: #F5F5F5;*/
  /* padding-left: 1rem; */
  /* overflow: auto; */
  /*border-left: #CCC solid 3px;*/
  /*white-space: normal;*/
  /*word-break: break-all;*/
  margin-top: 1rem;
  padding-left: 0rem;
  padding-right: 0rem;
  position: relative;
  overflow: hidden;
}
.common-content pre code {
  font-size: 0.8rem;
  /*font-family: Consolas,"Liberation Mono",monospace,Menlo,Courier;*/
  font-family: Consolas,"Liberation Mono",Menlo,monospace,Courier;
  display: block;
  width: 100%;
  box-sizing: border-box;
  padding-left: 1rem;
  padding-right: 1rem;
  overflow-x: auto;
}
.common-content hr {
  border: none;
  /*margin-top: 0.75rem;*/
  margin-top: 1.5rem;
  margin-bottom: 1.5rem;
  border-top: #F5F5F5 solid 1px;
  height: 1px;
  background: none;
}


/* hack */
.common-content h1,
.common-content h2,
.common-content h3,
.common-content h4,
.common-content h5,
.common-content b,
.common-content strong {
  font-weight: bold;
  color: #353535;
}
.common-content h1,
.common-content h2 {
  font-size: 1.125rem;
  margin-bottom: 0.45rem;
}
.common-content h3,
.common-content h4,
.common-content h5 {
  font-size: 1rem;
  margin-bottom: 0.45rem;
}
.common-content p {
  /*font-weight: 300;*/
  font-weight: 400;
  color: #353535;
  margin-top: 0.15rem;
}
.common-content .orange {
  color: #ff5a05;
}
.common-content .reference {
  font-size: 1rem;
  color: #888;
}

/* 视频课做的单独处理 */
.custom-rich-content h1{
  margin-top: 0px;
  font-weight: 400;
  font-size: 15.25px;
  border-bottom: 1px solid #eee;
  line-height: 2.8;
}
.custom-rich-content p{
  font-size: 14px;
  color: #888;
  line-height: 1.6;
}
.custom-rich-content li{
  font-size: 14px;
  line-height: 1.6;
  color: #888;
}

/* code - line numbers */
table.hljs-ln {
  box-sizing: border-box;
  margin-bottom: 0;

  border-spacing: 0;
  border-collapse: collapse;
}
table.hljs-ln tbody {
  box-sizing: border-box;
}
table.hljs-ln tr {
  box-sizing: border-box;
}
table.hljs-ln td {
  box-sizing: border-box;
  padding: 0;
  border: 0;
}
table.hljs-ln td.hljs-ln-numbers {
  min-width: 15px;
  font-family: "SFMono-Regular",Consolas,"Liberation Mono",Menlo,Courier,monospace;
  font-size: 12px;
  line-height: 20px;
  color: rgba(27,31,35,0.3);
  text-align: right;
  white-space: nowrap;
  vertical-align: top;
  cursor: pointer;
  user-select: none;
}
table.hljs-ln td.hljs-ln-code {
  position: relative;
  padding-right: 10px;
  padding-left: 10px;
  line-height: 20px;
  vertical-align: top;

  overflow: visible;
  font-family: "SFMono-Regular",Consolas,"Liberation Mono",Menlo,Courier,monospace;
  font-size: 12px;
  color: #24292e;
  word-wrap: normal;
  white-space: pre;
}

/* 隐藏掉视频播放器的下载按钮 */
video::-webkit-media-controls {
    overflow: hidden !important;
}
video::-webkit-media-controls-enclosure {
    width: calc(100% + 32px);
    margin-left: auto;
}
</style><style type="text/css">@font-face{
    font-family: 'Source Code Pro';
    font-weight: 400;
    font-style: normal;
    font-stretch: normal;
    src: url(https://static001.geekbang.org/static/fonts/SourceCodePro-Regular.ttf.f43ea4c.woff2) format('woff2'),
         url(https://static001.geekbang.org/static/fonts/SourceCodePro-Regular.otf.13ecee9.woff) format('woff'),
         url(https://static001.geekbang.org/static/fonts/SourceCodePro-Regular.20964dd.otf) format('opentype'),
         url(https://static001.geekbang.org/static/fonts/SourceCodePro-Regular.1066e54.ttf) format('truetype');
}
</style><style type="text/css">
@charset "UTF-8";
.button-cancel {
  -webkit-box-flex: 1;
      -ms-flex-positive: 1;
          flex-grow: 1;
  height: 35px;
  display: inline-block;
  color: #888;
  font-size: 15px;
  text-align: center;
  line-height: 36px;
  border-width: 1px;
  border-style: solid;
  border-color: #888;
  border-radius: 3px;
  margin-right: 12px;
}
.button-primary {
  -webkit-box-flex: 1;
      -ms-flex-positive: 1;
          flex-grow: 1;
  height: 35px;
  color: #FFF;
  display: inline-block;
  font-size: 15px;
  text-align: center;
  background-color: #FA8919;
  line-height: 36px;
  border-radius: 3px;
}

/* perfect-scrollbar 样式 */
.ps {
  overflow: hidden !important;
  overflow-anchor: none;
  -ms-overflow-style: none;
  touch-action: auto;
  -ms-touch-action: auto;
}

/*
* Scrollbar rail styles
*/
.ps__rail-x {
  display: none;
  opacity: 0;
  transition: background-color .2s linear, opacity .2s linear;
  -webkit-transition: background-color .2s linear, opacity .2s linear;
  height: 15px;
  /* there must be 'bottom' or 'top' for ps__rail-x */
  bottom: 0px;
  /* please don't change 'position' */
  position: absolute;
}
.ps__rail-y {
  display: none;
  opacity: 0;
  transition: background-color .2s linear, opacity .2s linear;
  -webkit-transition: background-color .2s linear, opacity .2s linear;
  width: 15px;
  /* there must be 'right' or 'left' for ps__rail-y */
  right: 0;
  /* please don't change 'position' */
  position: absolute;
}
.ps--active-x > .ps__rail-x,
.ps--active-y > .ps__rail-y {
  display: block;
  background-color: transparent;
}
.ps:hover > .ps__rail-x,
.ps:hover > .ps__rail-y,
.ps--focus > .ps__rail-x,
.ps--focus > .ps__rail-y,
.ps--scrolling-x > .ps__rail-x,
.ps--scrolling-y > .ps__rail-y {
  opacity: 0.6;
}
.ps .ps__rail-x:hover,
.ps .ps__rail-y:hover,
.ps .ps__rail-x:focus,
.ps .ps__rail-y:focus,
.ps .ps__rail-x.ps--clicking,
.ps .ps__rail-y.ps--clicking {
  background-color: #eee;
  opacity: 0.9;
}

/*
* Scrollbar thumb styles
*/
.ps__thumb-x {
  background-color: #aaa;
  border-radius: 6px;
  transition: background-color .2s linear, height .2s ease-in-out;
  -webkit-transition: background-color .2s linear, height .2s ease-in-out;
  height: 6px;
  /* there must be 'bottom' for ps__thumb-x */
  bottom: 2px;
  /* please don't change 'position' */
  position: absolute;
}
.ps__thumb-y {
  background-color: #aaa;
  border-radius: 6px;
  transition: background-color .2s linear, width .2s ease-in-out;
  -webkit-transition: background-color .2s linear, width .2s ease-in-out;
  width: 4px;
  /* there must be 'right' for ps__thumb-y */
  right: 2px;
  /* please don't change 'position' */
  position: absolute;
}
.ps__rail-x:hover > .ps__thumb-x,
.ps__rail-x:focus > .ps__thumb-x,
.ps__rail-x.ps--clicking .ps__thumb-x {
  background-color: #999;
  height: 11px;
}
.ps__rail-y:hover > .ps__thumb-y,
.ps__rail-y:focus > .ps__thumb-y,
.ps__rail-y.ps--clicking .ps__thumb-y {
  background-color: #999;
  width: 11px;
}

/**
 * 颜色
 */
/**
 * 栅格属性
 */
.gkui-message-content-wrap .gkui-message-close .defaultClose:before, .gkui-message-content-wrap .gkui-message-close .defaultClose:after {
  -webkit-transition: all 0.3s ease;
  transition: all 0.3s ease;
}

/*  强制换行  */
/*  强制不换行  */
/*
 * 多行文字超出部分显示省略号
 * autoprefixer 为 webpack 兼容方案，防止过时属性被删除
 */
.gkui-message-content-wrap {
  position: relative;
  text-align: center;
}
.gkui-message-content-wrap .gkui-message-content {
    display: inline-block;
    overflow: hidden;
    padding: 10px 16px;
    margin-bottom: 6px;
    background: #fff;
    font-size: 14px;
    line-height: 14px;
    border-radius: 3px;
    -webkit-box-shadow: 0 1px 6px rgba(0, 0, 0, 0.2);
            box-shadow: 0 1px 6px rgba(0, 0, 0, 0.2);
    pointer-events: all;
}
.gkui-message-content-wrap .gkui-message-loading-prefix {
    display: inline-block;
    margin-right: 4px;
    -webkit-transform: translateY(2px);
            transform: translateY(2px);
}
.gkui-message-content-wrap .gkui-message-close {
    display: inline-block;
    margin-left: 4px;
    cursor: pointer;
    -webkit-user-select: none;
       -moz-user-select: none;
        -ms-user-select: none;
            user-select: none;
}
.gkui-message-content-wrap .gkui-message-close .defaultClose {
      display: inline-block;
      position: relative;
      width: 10px;
      height: 10px;
}
.gkui-message-content-wrap .gkui-message-close .defaultClose:before, .gkui-message-content-wrap .gkui-message-close .defaultClose:after {
        position: absolute;
        top: 5px;
        right: 0;
        display: block;
        content: '';
        width: 12px;
        height: 1px;
        background: #8A8A8A;
}
.gkui-message-content-wrap .gkui-message-close .defaultClose:before {
        -webkit-transform: rotate(45deg);
                transform: rotate(45deg);
}
.gkui-message-content-wrap .gkui-message-close .defaultClose:after {
        -webkit-transform: rotate(-45deg);
                transform: rotate(-45deg);
}
.gkui-message-content-wrap .gkui-message-close .defaultClose:hover:before, .gkui-message-content-wrap .gkui-message-close .defaultClose:hover:after {
        background: #333;
}
.fade-up-enter-active,
.fade-up-leave-active {
  -webkit-transition: all 0.4s ease;
  transition: all 0.4s ease;
}
.fade-up-enter {
  opacity: 0;
  -webkit-transform: translateY(-50%);
          transform: translateY(-50%);
}
.fade-up-leave-to {
  opacity: 0;
  height: 0;
  -webkit-transform: translateY(-50%);
          transform: translateY(-50%);
}
.fade-in-enter-active,
.fade-in-leave-active {
  -webkit-transition: all 0.3s ease-in-out;
  transition: all 0.3s ease-in-out;
}
.fade-in-enter,
.fade-in-leave-to {
  opacity: 0;
}
.gkui-message-content-wrap .gkui-message-info {
  border: 1px solid #ddd;
}
.gkui-message-content-wrap .gkui-message-success {
  border: 1px solid #666;
  background: #666;
  color: #fff;
}
.gkui-message-content-wrap .gkui-message-error {
  border: 1px solid rgba(0, 0, 0, 0.7);
  background-color: rgba(0, 0, 0, 0.7);
  color: #fff;
}
@font-face {
  font-family: 'iconfont';
  /* project id 372689 */
  src: url("//at.alicdn.com/t/font_372689_wo6xu4uhdy.eot");
  src: url("//at.alicdn.com/t/font_372689_wo6xu4uhdy.eot?#iefix") format("embedded-opentype"), url("//at.alicdn.com/t/font_372689_wo6xu4uhdy.woff2") format("woff2"), url("//at.alicdn.com/t/font_372689_wo6xu4uhdy.woff") format("woff"), url("//at.alicdn.com/t/font_372689_wo6xu4uhdy.ttf") format("truetype"), url("//at.alicdn.com/t/font_372689_wo6xu4uhdy.svg#iconfont") format("svg");
}
@font-face {
  font-family: 'player-font';
  /* project id 509397 */
  src: url("//at.alicdn.com/t/font_509397_1cyjv4o90qiod2t9.eot");
  src: url("//at.alicdn.com/t/font_509397_1cyjv4o90qiod2t9.eot?#iefix") format("embedded-opentype"), url("//at.alicdn.com/t/font_509397_1cyjv4o90qiod2t9.woff") format("woff"), url("//at.alicdn.com/t/font_509397_1cyjv4o90qiod2t9.ttf") format("truetype"), url("//at.alicdn.com/t/font_509397_1cyjv4o90qiod2t9.svg#player-font") format("svg");
}
@font-face {
  font-family: 'DINCondBold';
  /* project id 372689 */
  src: url("https://static001.geekbang.org/static/time/font/DINCond-Bold.ttf") format("truetype");
}
@font-face {
  font-family: "BEBAS___";
  src: 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  top: 14px;
  left: 10px;
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}
.rBDXhMZ0_0 ._2N34YPJB_0 {
  left: 12px;
}
.rBDXhMZ0_0 .Om1BnS6m_0 {
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}
.rBDXhMZ0_0 .Om1BnS6m_0 ._3A9iccKL_0 {
  font-size: 18px;
}
.rBDXhMZ0_0 .Om1BnS6m_0 span {
  display: inline-block;
  height: 28px;
  padding-left: 5px;
  padding-right: 5px;
  text-align: center;
  cursor: pointer;
}
.rBDXhMZ0_0 ._1MA-AdXE_0 {
  position: absolute;
  top: 66px;
  right: 30px;
  width: 138px;
}
.rBDXhMZ0_0 ._1jvSGstr_0 {
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  text-align: center;
  display: inline-block;
  vertical-align: top;
  padding-left: 0px !important;
  padding-right: 0px !important;
}
.ibY_sXau_0 {
  overflow: hidden;
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  transition: all 0.6s ease;
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  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
}
._1Dgl7pMn_0 {
  width: 680px;
  margin: 0 auto;
}
._3-9A2Wmt_0 {
  text-align: center;
}
._3-9A2Wmt_0 img {
  vertical-align: top;
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  border-radius: 8px;
}
.cZCVMzBP_0 {
  color: #404040;
  font-weight: 600;
  -webkit-font-smoothing: antialiased;
  line-height: 1.5;
  font-size: 28px;
  margin-top: 60px;
}
._2VF1_VFy_0 {
  color: #888;
  font-size: 16px;
  margin-top: 10px;
}
._2SKlnZlt_0 {
  margin-top: 30px;
}
._2sg1Tei__0 {
  color: #b2b2b2;
  padding-bottom: 20px;
  margin-top: 20px;
  font-size: 14px;
  border-top: 0.5px solid #e2e2e2;
  padding-top: 10px;
}
._2sg1Tei__0 span {
  font-size: 16px;
}
._2Vlfl3UO_0 {
  margin-top: 120px;
}
._3-W_zrq4_0 {
  margin-top: 80px;
  padding-bottom: 80px;
}
._3-W_zrq4_0 h2 {
  font-size: 16px;
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  font-weight: 600;
  -webkit-font-smoothing: antialiased;
  position: relative;
  z-index: 1;
  margin-bottom: 1rem;
}
._1DRwKyCv_0 {
  position: fixed;
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  margin-left: 416px;
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  display: -ms-flexbox;
  display: flex;
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          align-items: center;
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  height: 32px;
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  -webkit-box-shadow: 0px 4px 8px 1px rgba(140,163,191,0.2);
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  background: #f6f7fb;
  -webkit-transform: translateY(64px);
          transform: translateY(64px);
  opacity: 0;
  padding-left: 4px;
  cursor: pointer;
}
._1DRwKyCv_0._1gyq1m3x_0 {
  -webkit-transition: opacity 0.3s ease, -webkit-transform 0.3s ease;
  transition: opacity 0.3s ease, -webkit-transform 0.3s ease;
  transition: transform 0.3s ease, opacity 0.3s ease;
  transition: transform 0.3s ease, opacity 0.3s ease, -webkit-transform 0.3s ease;
  -webkit-transform: translateY(0);
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}
._1DRwKyCv_0 ._1QBZRYBq_0 {
  margin-left: 4px;
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          transform: rotate(180deg);
}
._38N0ffYT_0 {
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}
._3qftfzyH_0 {
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  background-color: #f6f7fb;
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}
._3qftfzyH_0 ._2rnRKKqV_0 {
  font-size: 16px;
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  padding-bottom: 10px;
}
._3qftfzyH_0 .CJJSHwZ8_0 {
  width: 150px;
  height: 38px;
  line-height: 38px;
  font-weight: 300;
  font-size: 16px;
  color: #fff;
  background: #fa8919;
  border-radius: 4px;
  text-align: center;
  cursor: pointer;
  margin: 0 auto;
}
._2i1ytqT9_0 {
  margin-top: 30px;
}
.EdaaidhQ_0 {
  margin-top: 24px;
}
._1AKFIzv0_0 {
  -webkit-animation-play-state: running !important;
          animation-play-state: running !important;
}
._35V_pofE_0 {
  position: absolute;
  left: 50%;
  margin-left: 380px;
  top: 50%;
  margin-top: 150px;
  height: 40px;
  width: 40px;
  -webkit-transition: all 0.6s ease;
  transition: all 0.6s ease;
}
._35V_pofE_0 ._3zAMGadh_0 {
  -webkit-transition: all 0.3s ease;
  transition: all 0.3s ease;
}
.k7LpsVQS_0 {
  position: absolute;
  left: 50%;
  margin-left: -420px;
  top: 50%;
  margin-top: 150px;
  height: 40px;
  width: 40px;
  -webkit-transition: all 0.6s ease;
  transition: all 0.6s ease;
}
.OJ1-O2lA_0 {
  height: 38px;
  width: 38px;
  font-size: 18px;
  border-radius: 50%;
  background: #f6f7f9;
  line-height: 38px;
  text-align: center;
  color: #999;
  position: absolute;
  cursor: pointer;
  border: 1px solid #f6f7f9;
}
.OJ1-O2lA_0:hover {
  border: 1px solid #fa8919;
  color: #fa8919;
  background: #fff;
}
._1lgUyPfS_0 {
  font-size: 20px;
  letter-spacing: -3px;
}
._3Z-tRdhG_0 {
  font-size: 20px;
  -webkit-transform: rotate(180deg);
          transform: rotate(180deg);
}
._19KVU7IX_0 {
  top: -394px;
}
._19KVU7IX_0 span {
  position: absolute;
  font-size: 12px;
  top: 0px;
  right: -12px;
  background: #bdbdbd;
  color: #fff;
  height: 14px;
  line-height: 14px;
  width: 24px;
  overflow: hidden;
  border-radius: 7px;
  font-family: "PingFang SC", "Lantinghei SC", "Microsoft Yahei", "Hiragino Sans GB", "Microsoft Sans Serif", "WenQuanYi Micro Hei", Helvetica, sans-serif;
}
._3QWdWikl_0 {
  top: -334px;
}
._3QWdWikl_0._1gyq1m3x_0 {
  color: #fa8919;
}
._3QWdWikl_0 span {
  position: absolute;
  font-size: 12px;
  top: 0px;
  right: -12px;
  background: #bdbdbd;
  color: #fff;
  height: 14px;
  line-height: 14px;
  width: 24px;
  overflow: hidden;
  border-radius: 7px;
  font-family: "PingFang SC", "Lantinghei SC", "Microsoft Yahei", "Hiragino Sans GB", "Microsoft Sans Serif", "WenQuanYi Micro Hei", Helvetica, sans-serif;
}
.P00Ux77Z_0 {
  font-size: 16px;
  top: -274px;
}
._1GGnOK0Z_0 {
  font-size: 22px;
  top: -214px;
}
._23jDaBCo_0 {
  font-size: 19px;
  top: -154px;
}
.FSrxdnjI_0 {
  top: 60px;
}
.FSrxdnjI_0 a {
  color: #999;
}
.FSrxdnjI_0 ._2NDI-Prg_0 {
  display: block;
}
.FSrxdnjI_0 ._15yXCNVi_0 {
  padding-top: 6px;
  font-size: 12px;
  line-height: 14px;
  color: #fa8919;
  -webkit-transform: scale(0.8);
          transform: scale(0.8);
  display: none;
}
.FSrxdnjI_0:hover ._2NDI-Prg_0 {
  display: none;
}
.FSrxdnjI_0:hover ._15yXCNVi_0 {
  display: block;
}
._2nVCVrRU_0 {
  top: 120px;
}
._2nVCVrRU_0 ._2NDI-Prg_0 {
  display: block;
  font-size: 12px;
}
._2nVCVrRU_0 ._15yXCNVi_0 {
  padding-top: 6px;
  font-size: 12px;
  line-height: 14px;
  -webkit-transform: scale(0.8);
          transform: scale(0.8);
  display: none;
}
._2nVCVrRU_0:hover ._2NDI-Prg_0 {
  display: none;
}
._2nVCVrRU_0:hover ._15yXCNVi_0 {
  display: block;
}
.nRnSOUfp_0 {
  height: 28px;
  border-radius: 15px;
  line-height: 28px;
  width: 148px;
  font-size: 14px;
  text-align: center;
  position: absolute;
  top: 66px;
  left: 50%;
  margin-left: 380px;
  background: #f6f7f9;
  color: #999;
  border: 1px solid #f6f7f9;
  cursor: pointer;
  text-align: center;
  -webkit-transition: top ease 0.6s;
  transition: top ease 0.6s;
}
.nRnSOUfp_0 span {
  font-size: 10px;
  margin-right: 5px;
  vertical-align: top;
}
.nRnSOUfp_0:hover {
  background: #fff;
  color: #fa8919;
  border: 1px solid #fa8919;
}
.nRnSOUfp_0._1gyq1m3x_0 {
  top: 80px;
}
._1jwi88iD_0 {
  border-radius: 3px;
  background: #fff;
  position: absolute;
  border: 1px solid #dadada;
  top: -94px;
  left: -18px;
}
._3d13BJVh_0 {
  color: #b2b2b2;
}
._2d3kT8Od_0 {
  background: #f9f8f6;
  height: 45px;
  -webkit-box-align: center;
      -ms-flex-align: center;
          align-items: center;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  font-size: 14px;
  padding-left: 40px;
  color: #4c4c4c;
  margin-bottom: 10px;
}
._2d3kT8Od_0 strong {
  font-weight: 400;
  color: #fa8919;
  margin: 0 3px;
}
._2d3kT8Od_0 ._2ihi-M3Z_0 {
  font-size: 21px;
  color: #fa8919;
  margin-right: 6px;
  margin-top: -4px;
}
@-webkit-keyframes _20hWdDc3_0 {
to {
    -webkit-transform: rotate(1turn);
            transform: rotate(1turn);
}
}
@keyframes _20hWdDc3_0 {
to {
    -webkit-transform: rotate(1turn);
            transform: rotate(1turn);
}
}
</style><style type="text/css">
._1yJUtN5Y_0 {
  vertical-align: top;
  -webkit-transform: rotate(-0.05deg);
          transform: rotate(-0.05deg);
}
</style><style type="text/css">
._2SACi4xg_0 {
  line-height: 0;
}
._2SACi4xg_0 img {
  vertical-align: top;
  margin-left: 20px;
  opacity: 0.5;
}
</style><style type="text/css">
._1QFlQFbV_0 {
  height: 62px;
  background: #fefdfc;
  padding-left: 22px;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-align: center;
      -ms-flex-align: center;
          align-items: center;
  margin-top: 33px;
  border-radius: 6px;
  border: 1px solid #e7e6e5;
}
._1fyhPbAt_0 {
  border-radius: 50%;
  width: 38px;
  height: 38px;
  border: 1px solid #fa8919;
  position: relative;
  cursor: pointer;
  overflow: hidden;
}
.ATSIdCr2_0 {
  background-repeat: no-repeat;
  background-position: 0 0;
  background-size: 300px;
  border-radius: 50%;
  width: 38px;
  height: 38px;
  position: absolute;
  top: 0;
  left: 0;
  opacity: 0.9;
  -webkit-filter: blur(2px);
          filter: blur(2px);
}
.JtBkdAPm_0 {
  width: 38px;
  height: 38px;
  line-height: 38px;
  text-align: center;
  border-radius: 50%;
  z-index: 2;
  position: relative;
}
._1w0mM49m_0 .JtBkdAPm_0 {
  color: #fa8919;
  margin-left: 2px;
}
._2UiP6wJV_0 .JtBkdAPm_0 {
  color: #fa8919;
}
._1w0mM49m_0 .ATSIdCr2_0 {
  -webkit-animation: _2ayLxSPU_0 4s linear infinite;
          animation: _2ayLxSPU_0 4s linear infinite;
  -webkit-animation-play-state: paused;
          animation-play-state: paused;
}
._2UiP6wJV_0 .ATSIdCr2_0 {
  -webkit-animation: _2ayLxSPU_0 4s linear infinite;
          animation: _2ayLxSPU_0 4s linear infinite;
  -webkit-animation-play-state: running;
          animation-play-state: running;
}
.wiOGMsgm_0 {
  margin-top: 18px;
  padding-right: 61px;
  position: relative;
}
.XMJhrxdZ_0 {
  color: #fa8919;
  font-size: 12px;
  position: absolute;
  top: -7px;
  right: 0px;
  width: 45px;
  height: 16px;
  line-height: 16px;
  font-weight: 400;
}
._29xRN1a__0 {
  margin-right: 10px;
  margin-top: 0.125rem;
  font-size: 12px;
  font-weight: 500;
  line-height: 1rem;
  margin-top: 16px;
  color: #999;
  font-weight: 300;
}
._29xRN1a__0 span:first-child {
  margin-right: 20px;
}
._1jNLtQR1_0 {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  margin-left: 22px;
  height: 62px;
}
._1QFlQFbV_0 ._3KFNSK5r_0 {
  background: #fce2d0;
}
._1QFlQFbV_0 ._3KFNSK5r_0:before {
  content: '';
  position: absolute;
  height: 6px;
  width: 6px;
  left: 0px;
  top: -2px;
  border-radius: 50%;
  background: #f6751f;
}
._1QFlQFbV_0 ._3KFNSK5r_0:after {
  content: '';
  position: absolute;
  height: 6px;
  width: 6px;
  right: 0px;
  top: -2px;
  border-radius: 50%;
  background: #fce2d0;
}
._1QFlQFbV_0 ._3f3uWEuQ_0 {
  background: #f6751f;
}
._1QFlQFbV_0 ._2G5BBjOu_0 {
  height: 16px;
  width: 45px;
  background: #fa8919;
  color: #fff;
  font-size: 12px;
  text-align: center;
  line-height: 16px;
  border-radius: 8px;
  position: absolute;
  font-weight: 300;
  left: 0;
  top: -7px;
  -webkit-box-shadow: 0px 4px 10px 0px rgba(255,227,200,0.55);
          box-shadow: 0px 4px 10px 0px rgba(255,227,200,0.55);
}
@-webkit-keyframes _2ayLxSPU_0 {
to {
    -webkit-transform: rotate(1turn);
            transform: rotate(1turn);
}
}
@keyframes _2ayLxSPU_0 {
to {
    -webkit-transform: rotate(1turn);
            transform: rotate(1turn);
}
}
</style><style type="text/css">
._3pPXuiMg_0 {
  position: relative;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  -webkit-user-select: none;
     -moz-user-select: none;
      -ms-user-select: none;
          user-select: none;
}
._3jpE9SVX_0 {
  position: relative;
  border-radius: 2px;
  background-color: #d7d7d7;
  height: 2px;
}
._1YW_70lx_0 {
  cursor: pointer;
}
._3881ADPa_0 {
  position: absolute;
  border-radius: 15px;
  background-color: #afafaf;
  -webkit-transition: all 0s;
  transition: all 0s;
  z-index: 1;
  width: 0;
  height: 100%;
  top: 0;
  left: 0;
  will-change: width;
}
._1YsN3Sbi_0 {
  position: absolute;
  -webkit-transition: all 0s;
  transition: all 0s;
  will-change: transform;
  cursor: pointer;
  z-index: 3;
  left: 0;
  top: 0;
}
._91z_KPXU_0 {
  position: absolute;
  top: 18px;
  width: 36px;
  height: 36px;
  background: rgba(255,255,255,0.01);
  -webkit-transform: translate(-50%, -100%);
          transform: translate(-50%, -100%);
}
._91z_KPXU_0:before {
  position: absolute;
  left: 9px;
  top: 9px;
  content: '';
  width: 18px;
  height: 18px;
  background: #fff;
  -webkit-box-shadow: 0px 3px 7px 2px rgba(209,212,223,0.54);
          box-shadow: 0px 3px 7px 2px rgba(209,212,223,0.54);
  border-radius: 50%;
}
</style><style type="text/css">
._1kh1ihh6_0 {
  position: relative;
}
._1kh1ihh6_0 [data-slate-type="image"] img {
  max-width: 80%;
}
._1kh1ihh6_0 [data-slate-type="quote-line"] {
  margin-left: 32px;
  margin-right: 48px;
  padding-left: 17px;
  border-left: 3px solid #e8e8e8;
}
._1kh1ihh6_0 ::-moz-selection {
  background-color: #fff2e6;
}
._1kh1ihh6_0 ::selection {
  background-color: #fff2e6;
}
._3TuZWiOJ_0 {
  width: 100%;
  padding-left: 10px;
  padding-right: 10px;
  position: relative;
  left: -10px;
}
._16_RZHF-_0 {
  position: absolute;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  background: #fff;
  opacity: 0;
}
</style><style type="text/css">
._2w-W27j5_0 {
  position: absolute;
  z-index: 10;
  height: 350px;
  visibility: hidden;
  font-size: 15px;
  font-weight: 300;
  background: #fff;
  color: #fff;
  line-height: 26px;
  width: 550px;
  border-radius: 8px;
  border: 1px solid #f2f2f2;
  opacity: 0;
  -webkit-transform: translateY(2px);
          transform: translateY(2px);
  -webkit-transition: opacity 0.3s ease, height 0.3s ease, width 0.3s ease, visibility 0.3s ease, -webkit-transform 0.3s ease;
  transition: opacity 0.3s ease, height 0.3s ease, width 0.3s ease, visibility 0.3s ease, -webkit-transform 0.3s ease;
  transition: opacity 0.3s ease, transform 0.3s ease, height 0.3s ease, width 0.3s ease, visibility 0.3s ease;
  transition: opacity 0.3s ease, transform 0.3s ease, height 0.3s ease, width 0.3s ease, visibility 0.3s ease, -webkit-transform 0.3s ease;
  -webkit-box-shadow: 0px 0px 10px 0px rgba(0,0,0,0.1);
          box-shadow: 0px 0px 10px 0px rgba(0,0,0,0.1);
}
._2w-W27j5_0._3KVt1gDg_0 {
  visibility: visible;
  opacity: 1;
  -webkit-transform: translateY(0) translateX(0);
          transform: translateY(0) translateX(0);
}
._2w-W27j5_0._3yMf_FhB_0,
._2w-W27j5_0._6vGLc70c_0 {
  height: 186px;
}
._2w-W27j5_0._6vGLc70c_0 {
  -webkit-transform: translateY(164px);
          transform: translateY(164px);
}
._2w-W27j5_0._6vGLc70c_0 .D3bjEGOR_0,
._2w-W27j5_0._3yMf_FhB_0 .D3bjEGOR_0 {
  height: 80px;
}
.D3bjEGOR_0 {
  padding: 20px 30px;
  height: 240px;
  overflow: hidden;
  -webkit-transition: height 0.3s ease;
  transition: height 0.3s ease;
}
.D3bjEGOR_0 ._2XxzQqjL_0 {
  height: 80px;
}
.D3bjEGOR_0 ._2XxzQqjL_0 ._1KDQg3Bq_0 {
  color: #4c4c4c;
  font-size: 22px;
  font-weight: 400;
  line-height: 40px;
}
.D3bjEGOR_0 ._2XxzQqjL_0 .mJWK5em0_0 {
  color: #888;
  font-size: 16px;
}
.D3bjEGOR_0 ._3tbfXQau_0 {
  height: 240px;
  color: #4c4c4c;
  font-size: 14px;
  line-height: 26px;
  overflow-y: auto;
}
.D3bjEGOR_0 ._3T3EUmr2_0 {
  position: relative;
  height: 240px;
  width: 100%;
  overflow: hidden;
}
.D3bjEGOR_0 ._3T3EUmr2_0 textarea {
  width: 100%;
  height: 240px;
  line-height: 26px;
  border: 0;
  font-size: 14px;
  color: #000;
  resize: none;
  outline: none;
  vertical-align: top;
}
.D3bjEGOR_0 ._3T3EUmr2_0 ::-webkit-input-placeholder {
  font-size: 14px;
  color: #b2b2b2;
}
.D3bjEGOR_0 ._3T3EUmr2_0 ::-moz-placeholder {
  font-size: 14px;
  color: #b2b2b2;
}
.D3bjEGOR_0 ._3T3EUmr2_0 ::-ms-input-placeholder {
  font-size: 14px;
  color: #b2b2b2;
}
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class="_2VF1_VFy_0"><span>王庆友</span> <span>2020-02-26</span></div> <div class="_2SKlnZlt_0"><div class="_3-9A2Wmt_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/6d613affcd2de55938ff24072a1c0a8d.jpg"> <div class="_2SACi4xg_0"><img src=""><img src=""><img src=""><img src=""></div></div> <!----> <div class="_1QFlQFbV_0 EdaaidhQ_0"><div class="_1fyhPbAt_0 _1w0mM49m_0"><div class="iconfont JtBkdAPm_0"></div></div> <div class="_1jNLtQR1_0"><div class="wiOGMsgm_0"><div id="vue-slide-bar-wrap" class="_3pPXuiMg_0"><div id="slider" class="_3jpE9SVX_0 _3KFNSK5r_0"><div class="_1YsN3Sbi_0" style="transform: translateX(0px);"><!----> <div class="_2G5BBjOu_0">00:00</div></div> <div class="_3881ADPa_0 _3f3uWEuQ_0" style="width: 0px; left: 0px;"></div></div></div> <div class="XMJhrxdZ_0">20:00</div></div> <div class="_29xRN1a__0"><span>讲述：王庆友</span> <span>大小：16.03M</span></div></div> <audio title="03 | 可扩展架构：如何打造一个善变的柔性系统？" src="https://res001.geekbang.org//media/audio/09/99/097098ed411c5246d3a825389a071399/ld/ld.m3u8"></audio></div> <div class="_1kh1ihh6_0 _2i1ytqT9_0"><div class="_3TuZWiOJ_0"><div class="_2c4hPkl9"><div data-slate-editor="true" data-key="3049" autocorrect="off" spellcheck="false" data-gramm="false" style="outline: none; white-space: pre-wrap; overflow-wrap: break-word;"><div class="se-333f915d " data-slate-type="paragraph" data-slate-object="block" data-key="3050"><span data-slate-object="text" data-key="3051"><span data-slate-leaf="true" data-offset-key="3051:0" data-first-offset="true"><span data-slate-string="true">你好，我是王庆友，今天我和你聊一聊如何打造可扩展的架构。</span></span></span></div><div class="se-84ca6a07 " data-slate-type="paragraph" data-slate-object="block" data-key="3052"><span data-slate-object="text" data-key="3053"><span data-slate-leaf="true" data-offset-key="3053:0" data-first-offset="true"><span data-slate-string="true">在实际工作中，业务需求总在不断变化，因此，你经常会面临以下这些问题：</span></span></span></div><div class="se-9bf3047f" data-slate-type="list" data-slate-object="block" data-key="3054"><div class="se-48020fac se-661e308c" data-slate-type="list-line" data-slate-object="block" data-key="3055"><span data-slate-object="text" data-key="3056"><span data-slate-leaf="true" data-offset-key="3056:0" data-first-offset="true"><span data-slate-string="true">如何快速地上线新业务？老板很可能明天就想看到效果。</span></span></span></div><div class="se-d18217b7 se-100a7983" data-slate-type="list-line" data-slate-object="block" data-key="3057"><span data-slate-object="text" data-key="3058"><span data-slate-leaf="true" data-offset-key="3058:0" data-first-offset="true"><span data-slate-string="true">对某个功能进行修改，如何不影响到系统其它的功能？</span></span></span></div></div><div class="se-35377abf " data-slate-type="paragraph" data-slate-object="block" data-key="3059"><span data-slate-object="text" data-key="3060"><span data-slate-leaf="true" data-offset-key="3060:0" data-first-offset="true"><span data-slate-string="true">对于新的需求变化，我们一方面要快快搞定，另一方面要稳稳接住。但问题是软件虽然姓“软”，但也不是想变就能变，如果事先没有经过良好的设计，调整起来，往往牵一发动全身，导致系统到处出问题。</span></span></span></div><div class="se-774c554a " data-slate-type="paragraph" data-slate-object="block" data-key="3061"><span data-slate-object="text" data-key="3062"><span data-slate-leaf="true" data-offset-key="3062:0" data-first-offset="true"><span data-slate-string="true">那如何设计一个具有良好扩展性的系统，能够快速支持业务变化落地呢？</span></span></span></div><div class="se-efd3a377 " data-slate-type="paragraph" data-slate-object="block" data-key="3063"><span data-slate-object="text" data-key="3064"><span data-slate-leaf="true" data-offset-key="3064:0" data-first-offset="true"><span data-slate-string="true">接下来，我们围绕系统的可扩展，先来了解下什么是系统，什么样的系统才能具备良好的扩展能力。然后通过一个实际的例子，说明如何通过架构手段打造一个可扩展的系统。</span></span></span></div><h2 class="se-8d5f2799" data-slate-type="heading" data-slate-object="block" data-key="3065"><span data-slate-object="text" data-key="3066"><span data-slate-leaf="true" data-offset-key="3066:0" data-first-offset="true"><span data-slate-string="true">系统的构成：模块 + 关系</span></span></span></h2><div class="se-2950e514 " data-slate-type="paragraph" data-slate-object="block" data-key="3067"><span data-slate-object="text" data-key="3068"><span data-slate-leaf="true" data-offset-key="3068:0" data-first-offset="true"><span data-slate-string="true">我们天天和系统打交道，但你有没想过系统到底是什么？在我看来，系统内部是有明确结构的，它可以简化表达为：</span></span></span><span data-slate-object="text" data-key="3069"><span data-slate-leaf="true" data-offset-key="3069:0" data-first-offset="true"><span class="se-364c23db" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">系统 = 模块 + 关系。</span></span></span></span></div><div class="se-205c7424" data-slate-type="image" data-slate-object="block" data-key="3070"><img class="se-4853eafd" src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/9ebf45d4bbaa1cf35873c2def64b618d.jpg"></div><div class="se-0a35fdc3 " data-slate-type="paragraph" data-slate-object="block" data-key="3071"><span data-slate-object="text" data-key="3072"><span data-slate-leaf="true" data-offset-key="3072:0" data-first-offset="true"><span data-slate-string="true">在这里，模块是系统的基本组成部分，它泛指子系统、应用、服务或功能模块。关系指模块之间的依赖关系，简单地讲，就是模块之间有调用，我们知道，调用区分发起方和服务方，因此，依赖关系是有方向性的。</span></span></span></div><div class="se-402330a3 " data-slate-type="paragraph" data-slate-object="block" data-key="3073"><span data-slate-object="text" data-key="3074"><span data-slate-leaf="true" data-offset-key="3074:0" data-first-offset="true"><span data-slate-string="true">这个模型虽然简单，但它给我们提供了一个深入分析系统的工具。接下来，我们就从业务扩展性出发，讨论什么样的模块是容易修改的，什么样的依赖关系是容易调整的。</span></span></span></div><h3 class="se-8a1b0d7b" data-slate-type="heading" data-slate-object="block" data-key="3075"><span data-slate-object="text" data-key="3076"><span data-slate-leaf="true" data-offset-key="3076:0" data-first-offset="true"><span data-slate-string="true">模块</span></span></span></h3><div class="se-4adb0f01 " data-slate-type="paragraph" data-slate-object="block" data-key="3077"><span data-slate-object="text" data-key="3078"><span data-slate-leaf="true" data-offset-key="3078:0" data-first-offset="true"><span data-slate-string="true">我们先看模块，模块定义系统都有哪些基本的“玩家”，分别承担什么职责。从业务的角度看，每个模块都代表了某个业务概念，或者说业务领域。</span></span></span></div><div class="se-c0f65470 " data-slate-type="paragraph" data-slate-object="block" data-key="3079"><span data-slate-object="text" data-key="3080"><span data-slate-leaf="true" data-offset-key="3080:0" data-first-offset="true"><span data-slate-string="true">模块内部由数据和业务逻辑组成，其中数据是核心，业务逻辑围绕着数据，对数据做进一步加工，方便外部使用。</span></span></span></div><div class="se-3b239544 " data-slate-type="paragraph" data-slate-object="block" data-key="3081"><span data-slate-object="text" data-key="3082"><span data-slate-leaf="true" data-offset-key="3082:0" data-first-offset="true"><span data-slate-string="true">从扩展性的角度出发，首先，我们对模块的要求是：</span></span></span><span data-slate-object="text" data-key="3083"><span data-slate-leaf="true" data-offset-key="3083:0" data-first-offset="true"><span class="se-dd19fd50" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">定位明确，概念完整。</span></span></span></span></div><div class="se-343caf9f " data-slate-type="paragraph" data-slate-object="block" data-key="3084"><span data-slate-object="text" data-key="3085"><span data-slate-leaf="true" data-offset-key="3085:0" data-first-offset="true"><span data-slate-string="true">每个模块要有明确的定位，模块有了定位，说明我们已经想清楚了它的核心职责是什么，这样，每个人对它的期望和理解就会一致。在实践中，我们经常会争论一个功能应该放到 A 模块还是 B 模块，表面上看，各有各的道理，谁也说不服谁，但如果对照模块的定位，回到模块设计的初心，我们往往很快就能有答案。</span></span></span></div><div class="se-defe11bd " data-slate-type="paragraph" data-slate-object="block" data-key="3086"><span data-slate-object="text" data-key="3087"><span data-slate-leaf="true" data-offset-key="3087:0" data-first-offset="true"><span data-slate-string="true">定位比较抽象，在具体划分模块职责的时候，要保证模块业务概念的完整性。数据上，模块需要覆盖对应业务领域的全部数据，比如一个订单模块，它要覆盖所有渠道的订单，包括三方平台的订单、自有商城的订单、线下门店的订单等，这些不同类型订单的数据模型和实际数据，都由订单模块负责。</span></span></span></div><div class="se-135d796f " data-slate-type="paragraph" data-slate-object="block" data-key="3088"><span data-slate-object="text" data-key="3089"><span data-slate-leaf="true" data-offset-key="3089:0" data-first-offset="true"><span data-slate-string="true">功能上，模块要包含业务领域的全部功能，比如订单模块包含所有订单相关的功能，包括订单数据的增删改查、订单业务规则校验、订单的状态和生命周期管理等。</span></span></span></div><div class="se-b310251f " data-slate-type="paragraph" data-slate-object="block" data-key="3090"><span data-slate-object="text" data-key="3091"><span data-slate-leaf="true" data-offset-key="3091:0" data-first-offset="true"><span data-slate-string="true">其次，模块还要：</span></span></span><span data-slate-object="text" data-key="3092"><span data-slate-leaf="true" data-offset-key="3092:0" data-first-offset="true"><span class="se-8f8a31d4" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">自成体系，粒度适中。</span></span></span></span></div><div class="se-d15b068d " data-slate-type="paragraph" data-slate-object="block" data-key="3093"><span data-slate-object="text" data-key="3094"><span data-slate-leaf="true" data-offset-key="3094:0" data-first-offset="true"><span data-slate-string="true">模块的业务逻辑</span></span></span><span data-slate-object="text" data-key="3095"><span data-slate-leaf="true" data-offset-key="3095:0" data-first-offset="true"><span class="se-7ed9ef43" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">尽量围绕自身内部数据进行处理</span></span></span></span><span data-slate-object="text" data-key="3096"><span data-slate-leaf="true" data-offset-key="3096:0" data-first-offset="true"><span data-slate-string="true">，对外部依赖越小，模块的封装性越好，稳定性也越强，不会随着外部模块的调整而调整。</span></span></span></div><div class="se-7ad43518 " data-slate-type="paragraph" data-slate-object="block" data-key="3097"><span data-slate-object="text" data-key="3098"><span data-slate-leaf="true" data-offset-key="3098:0" data-first-offset="true"><span data-slate-string="true">模块的粒度要保持适中，不能为了追求定位清晰，把粒度划分得很小，导致系统的碎片化。比如系统早期的时候，一般我们把积分功能放到用户模块里面，不单独构建积分模块，如果后续积分的概念越来越突出，承载的业务越来越复杂，到时候可以把积分功能分离出来，单独成模块。</span></span></span></div><div class="se-c5a0acfe " data-slate-type="paragraph" data-slate-object="block" data-key="3099"><span data-slate-object="text" data-key="3100"><span data-slate-leaf="true" data-offset-key="3100:0" data-first-offset="true"><span data-slate-string="true">这里，为帮助你更好的理解，我举一个模块划分的反面例子。在实际工作中，很多老系统都有体量很大的模块，我们称之为“肿瘤”，它的特点就是定位模糊，职责泛滥，功能无所不包，这样，模块的可维护性很差，没人敢轻易对它动刀子。</span></span></span></div><div class="se-f074f8c0 " data-slate-type="paragraph" data-slate-object="block" data-key="3101"><span data-slate-object="text" data-key="3102"><span data-slate-leaf="true" data-offset-key="3102:0" data-first-offset="true"><span data-slate-string="true">好了，说完了模块，我们再继续看下模块的依赖关系。</span></span></span></div><h3 class="se-e4709356" data-slate-type="heading" data-slate-object="block" data-key="3103"><span data-slate-object="text" data-key="3104"><span data-slate-leaf="true" data-offset-key="3104:0" data-first-offset="true"><span data-slate-string="true">依赖关系</span></span></span></h3><div class="se-6f2e7423 " data-slate-type="paragraph" data-slate-object="block" data-key="3105"><span data-slate-object="text" data-key="3106"><span data-slate-leaf="true" data-offset-key="3106:0" data-first-offset="true"><span data-slate-string="true">依赖关系定义了模块如何协作，一起完成业务流程，依赖关系实质上体现的是模块的组织结构。</span></span></span></div><div class="se-e7171a16 " data-slate-type="paragraph" data-slate-object="block" data-key="3107"><span data-slate-object="text" data-key="3108"><span data-slate-leaf="true" data-offset-key="3108:0" data-first-offset="true"><span data-slate-string="true">如果不对模块的依赖关系做针对性设计的话，依赖关系就是一个多对多的网状结构，一个有 N 个模块的系统，理论上有 N×N 个依赖关系，如果考虑依赖具有方向性，这个数字还要加倍。</span></span></span></div><div class="se-f6aab934 " data-slate-type="paragraph" data-slate-object="block" data-key="3109"><span data-slate-object="text" data-key="3110"><span data-slate-leaf="true" data-offset-key="3110:0" data-first-offset="true"><span data-slate-string="true">所以，要简化模块的依赖关系，我们就要同时简化依赖的方向和减少依赖的数量。</span></span></span></div><div class="se-fd287db3 " data-slate-type="paragraph" data-slate-object="block" data-key="3111"><span data-slate-object="text" data-key="3112"><span data-slate-leaf="true" data-offset-key="3112:0" data-first-offset="true"><span data-slate-string="true">首先，我们希望模块之间的依赖是单向的，尽量避免相互调用，为什么单向更好呢？我们知道业务流程是有顺序的，如果模块依赖关系越直观地体现业务流程的顺序，越能帮助人理解，否则，我们会被双向的依赖箭头绕的晕头转向，很难通过模块之间的依赖关系还原实际业务的处理过程。</span></span></span></div><div class="se-61a5685d " data-slate-type="paragraph" data-slate-object="block" data-key="3113"><span data-slate-object="text" data-key="3114"><span data-slate-leaf="true" data-offset-key="3114:0" data-first-offset="true"><span data-slate-string="true">接下来，我们看下模块的组织结构。我们知道，网状结构是一种松散的结构，节点之间的依赖关系比较复杂，一般用于表示非正式的关系，比如人群的社交关系；而层次结构是一种更有序的结构，一般用于表示正式的关系，比如公司内部的人员关系。</span></span></span></div><div class="se-899df1f8 " data-slate-type="paragraph" data-slate-object="block" data-key="3115"><span data-slate-object="text" data-key="3116"><span data-slate-leaf="true" data-offset-key="3116:0" data-first-offset="true"><span data-slate-string="true">在模块的组织结构设计上也是如此，我们要尽量把网状结构转化为层次结构，模块结构层次化是简化模块依赖关系的有力手段。</span></span></span></div><div class="se-7efeb3bf " data-slate-type="paragraph" data-slate-object="block" data-key="3117"><span data-slate-object="text" data-key="3118"><span data-slate-leaf="true" data-offset-key="3118:0" data-first-offset="true"><span data-slate-string="true">具体做法就是，我们按照模块定位的不同，把模块划分为不同层次，比如划分为上面的应用层和下面的资源层。这样，一个层通过把多个模块组织在一起，就形成了概念上更大粒度的模块。有了层以后，我们理解业务时，因为模块定位相同，往往关注这个更大粒度的层就可以，依赖关系只要指向这个层，而不是层里面的各个模块。这样，从人理解业务的角度，依赖的数量大幅度地减少了。</span></span></span></div><div class="se-ceceaeb2 " data-slate-type="paragraph" data-slate-object="block" data-key="3119"><span data-slate-object="text" data-key="3120"><span data-slate-leaf="true" data-offset-key="3120:0" data-first-offset="true"><span data-slate-string="true">另外，我们知道，层与层之间的依赖关系都是层与层之间自上而下的依赖，相对于多对多的网状依赖，层次依赖的方向更清晰，特别符合人的理解习惯。</span></span></span></div><div class="se-ef7414d5 " data-slate-type="paragraph" data-slate-object="block" data-key="3121"><span data-slate-object="text" data-key="3122"><span data-slate-leaf="true" data-offset-key="3122:0" data-first-offset="true"><span data-slate-string="true">举个具体例子，作为开发，我们都比较了解 MVC 架构，系统模块按照定位，分为表示层、应用层、聚合服务层、基础服务层。</span></span></span></div><div class="se-8490d451" data-slate-type="list" data-slate-object="block" data-key="3123"><div class="se-7c3bb37e se-2dda9b1c" data-slate-type="list-line" data-slate-object="block" data-key="3124"><span data-slate-object="text" data-key="3125"><span data-slate-leaf="true" data-offset-key="3125:0" data-first-offset="true"><span class="se-9a9c10bc" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">表示层</span></span></span></span><span data-slate-object="text" data-key="3126"><span data-slate-leaf="true" data-offset-key="3126:0" data-first-offset="true"><span data-slate-string="true">，对应前端的模块，如 App、小程序、公众号等，属于 View 层。</span></span></span></div><div class="se-436a5f70 se-de71b4c5" data-slate-type="list-line" data-slate-object="block" data-key="3127"><span data-slate-object="text" data-key="3128"><span data-slate-leaf="true" data-offset-key="3128:0" data-first-offset="true"><span class="se-7edfcf74" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">应用层</span></span></span></span><span data-slate-object="text" data-key="3129"><span data-slate-leaf="true" data-offset-key="3129:0" data-first-offset="true"><span data-slate-string="true">，对应和前端表示层直接关联的服务端，属于 Control 层。</span></span></span></div><div class="se-b2b83929 se-e1efbfc7" data-slate-type="list-line" data-slate-object="block" data-key="3130"><span data-slate-object="text" data-key="3131"><span data-slate-leaf="true" data-offset-key="3131:0" data-first-offset="true"><span class="se-ef55bf26" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">聚合服务层</span></span></span></span><span data-slate-object="text" data-key="3132"><span data-slate-leaf="true" data-offset-key="3132:0" data-first-offset="true"><span data-slate-string="true">，如果系统业务比较复杂，经常需要单独的聚合服务层负责业务流程的编排组合，这个属于 Model 层的加强。</span></span></span></div><div class="se-294864bb se-b828bfa7" data-slate-type="list-line" data-slate-object="block" data-key="3133"><span data-slate-object="text" data-key="3134"><span data-slate-leaf="true" data-offset-key="3134:0" data-first-offset="true"><span class="se-7d5638c2" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">基础服务层</span></span></span></span><span data-slate-object="text" data-key="3135"><span data-slate-leaf="true" data-offset-key="3135:0" data-first-offset="true"><span data-slate-string="true">，代表最基础的业务模块管理，如订单、商品、用户等，属于实际的 Model 层。</span></span></span></div></div><div class="se-6b92cdbe " data-slate-type="paragraph" data-slate-object="block" data-key="3136"><span data-slate-object="text" data-key="3137"><span data-slate-leaf="true" data-offset-key="3137:0" data-first-offset="true"><span data-slate-string="true">我在这里贴了一张 MVC 分层结构图，你可以看到，模块总体上是非常清晰的层次结构。</span></span></span></div><div class="se-d1f0152e" data-slate-type="image" data-slate-object="block" data-key="3138"><img class="se-cc3df227" src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/7d0eb4e3c00a289568a1fca3deaf83b0.jpg"></div><div class="se-e9436fec " data-slate-type="paragraph" data-slate-object="block" data-key="3139"><span data-slate-object="text" data-key="3140"><span data-slate-leaf="true" data-offset-key="3140:0" data-first-offset="true"><span data-slate-string="true">现在，我们清楚了一个可扩展系统对模块和依赖关系的要求，接下来，我们再回到系统扩展性目标，做个深入总结。</span></span></span></div><h2 class="se-36d8a036" data-slate-type="heading" data-slate-object="block" data-key="3141"><span data-slate-object="text" data-key="3142"><span data-slate-leaf="true" data-offset-key="3142:0" data-first-offset="true"><span data-slate-string="true">扩展性的本质</span></span></span></h2><div class="se-a72d863a " data-slate-type="paragraph" data-slate-object="block" data-key="3143"><span data-slate-object="text" data-key="3144"><span data-slate-leaf="true" data-offset-key="3144:0" data-first-offset="true"><span data-slate-string="true">在文章开头，我们说因为业务总在变化，所以需要架构设计给系统提供良好的扩展性。</span></span></span></div><div class="se-2f02b849 " data-slate-type="paragraph" data-slate-object="block" data-key="3145"><span data-slate-object="text" data-key="3146"><span data-slate-leaf="true" data-offset-key="3146:0" data-first-offset="true"><span data-slate-string="true">这只是表象，深层的原因是，一个新的需求进来，系统不只是为它增加一个新功能这么简单，系统的调整会引起一系列的连锁反应，从而大面积地影响系统的现有功能。架构设计时，如果模块划分的不好，一个 N 个模块的系统，它的复杂度就是 N×N（这个在上一讲介绍的支付宝一代架构中，体现得很明显）。如果再加一个新的模块，复杂度就变成 (N+1)×(N+1)，系统的复杂度随着功能的数量指数级地上升，这样一来，当系统的规模到一定程度，复杂度就会失控，导致系统彻底无序。</span></span></span></div><div class="se-7db80fde " data-slate-type="paragraph" data-slate-object="block" data-key="3147"><span data-slate-object="text" data-key="3148"><span data-slate-leaf="true" data-offset-key="3148:0" data-first-offset="true"><span data-slate-string="true">所以，要支持系统的扩展，架构设计上必须能够控制系统的复杂度，面对新需求，要让系统复杂度做加法而不是乘法，从而保证系统的调整是局部化和最小化的，所以，业务架构扩展性的本质是：</span></span></span><span data-slate-object="text" data-key="3149"><span data-slate-leaf="true" data-offset-key="3149:0" data-first-offset="true"><span class="se-507891bc" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">通过构建合理的模块体系，有效地控制系统复杂度，最小化业务变化引起的系统调整。</span></span></span></span></div><div class="se-0e94510c " data-slate-type="paragraph" data-slate-object="block" data-key="3150"><span data-slate-object="text" data-key="3151"><span data-slate-leaf="true" data-offset-key="3151:0" data-first-offset="true"><span data-slate-string="true">那如何打造一个合理的模块体系呢？具体的架构手段就是按照业务对系统进行拆分和整合：</span></span></span><span data-slate-object="text" data-key="3152"><span data-slate-leaf="true" data-offset-key="3152:0" data-first-offset="true"><span class="se-633a697c" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">通过拆分，实现模块划分；通过整合，优化模块依赖关系。</span></span></span></span></div><div class="se-75647ea2 " data-slate-type="paragraph" data-slate-object="block" data-key="3153"><span data-slate-object="text" data-key="3154"><span data-slate-leaf="true" data-offset-key="3154:0" data-first-offset="true"><span data-slate-string="true">接下来，我们以一个在线出行公司为例，它有出租车、快车和顺风车 3 条业务线，来具体看下如何为它打造合理的模块体系。</span></span></span></div><h2 class="se-10bada8d" data-slate-type="heading" data-slate-object="block" data-key="3155"><span data-slate-object="text" data-key="3156"><span data-slate-leaf="true" data-offset-key="3156:0" data-first-offset="true"><span data-slate-string="true">打造可扩展的模块体系：模块拆分</span></span></span></h2><div class="se-3340c669 " data-slate-type="paragraph" data-slate-object="block" data-key="3157"><span data-slate-object="text" data-key="3158"><span data-slate-leaf="true" data-offset-key="3158:0" data-first-offset="true"><span data-slate-string="true">我们先对系统进行模块化拆分，拆分有两种方式：</span></span></span><span data-slate-object="text" data-key="3159"><span data-slate-leaf="true" data-offset-key="3159:0" data-first-offset="true"><span class="se-c3d3cf13" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">水平拆分和垂直拆分。</span></span></span></span></div><div class="se-8578f651" data-slate-type="image" data-slate-object="block" data-key="3160"><img class="se-e580e306" src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/c2bad813a8dbaca121a701abebf82682.jpg"></div><h3 class="se-7aa13fb8" data-slate-type="heading" data-slate-object="block" data-key="3161"><span data-slate-object="text" data-key="3162"><span data-slate-leaf="true" data-offset-key="3162:0" data-first-offset="true"><span data-slate-string="true">水平方向拆分</span></span></span></h3><div class="se-e0060536 " data-slate-type="paragraph" data-slate-object="block" data-key="3163"><span data-slate-object="text" data-key="3164"><span data-slate-leaf="true" data-offset-key="3164:0" data-first-offset="true"><span data-slate-string="true">水平拆分是指从上到下把系统分为多层，按照系统处理的先后顺序，把业务拆分为几个步骤。</span></span></span></div><div class="se-00b25ab4 " data-slate-type="paragraph" data-slate-object="block" data-key="3165"><span data-slate-object="text" data-key="3166"><span data-slate-leaf="true" data-offset-key="3166:0" data-first-offset="true"><span data-slate-string="true">比如，整个叫车过程，我们可以分为 UI 展现、地图搜索、运力调度和订单支付等几个环节，这是根据系统的处理过程进行划分的。</span></span></span></div><div class="se-feecbce2 " data-slate-type="paragraph" data-slate-object="block" data-key="3167"><span data-slate-object="text" data-key="3168"><span data-slate-leaf="true" data-offset-key="3168:0" data-first-offset="true"><span data-slate-string="true">这样一来，我们就把一个复杂流程，分解为几个相对独立的环节，分别进行处理，这么做带来了很多好处。</span></span></span></div><div class="se-046b3a83 " data-slate-type="paragraph" data-slate-object="block" data-key="3169"><span data-slate-object="text" data-key="3170"><span data-slate-leaf="true" data-offset-key="3170:0" data-first-offset="true"><span data-slate-string="true">首先，UI 展现部分独立成为一个模块，实现了前后端的分离。我们知道，前端的用户体验和界面样式会经常变化，而后端的数据和业务逻辑相对稳定，通过水平拆分，我们实现了稳定部分和不稳定部分的分开，避免相互影响。</span></span></span></div><div class="se-2150c8bd " data-slate-type="paragraph" data-slate-object="block" data-key="3171"><span data-slate-object="text" data-key="3172"><span data-slate-leaf="true" data-offset-key="3172:0" data-first-offset="true"><span data-slate-string="true">这里的后端包含三个模块，其中地图搜索负责路径规划，运力调度负责人车匹配，订单支付负责交易管理。</span></span></span></div><div class="se-fbb9d82b " data-slate-type="paragraph" data-slate-object="block" data-key="3173"><span data-slate-object="text" data-key="3174"><span data-slate-leaf="true" data-offset-key="3174:0" data-first-offset="true"><span data-slate-string="true">可以看到，通过水平拆分，可以使每一块职责都比较明确，功能内聚，每个模块管理自己内部的复杂性。同时，模块之间相互松耦合，一个模块的修改不影响另一个模块，比如地图搜索模块中改变了优先路径的推荐，不会影响运力调度模块中的人车匹配算法。</span></span></span></div><div class="se-55cbfc5a " data-slate-type="paragraph" data-slate-object="block" data-key="3175"><span data-slate-object="text" data-key="3176"><span data-slate-leaf="true" data-offset-key="3176:0" data-first-offset="true"><span data-slate-string="true">水平分层可以很好地满足现有业务做深度扩展，当业务有变化时，系统在特定层做调整，对其他层影响有限，这样把变化局限在一个小范围。</span></span></span></div><h3 class="se-e54732ba" data-slate-type="heading" data-slate-object="block" data-key="3177"><span data-slate-object="text" data-key="3178"><span data-slate-leaf="true" data-offset-key="3178:0" data-first-offset="true"><span data-slate-string="true">垂直方向拆分</span></span></span></h3><div class="se-ae2f5ae9 " data-slate-type="paragraph" data-slate-object="block" data-key="3179"><span data-slate-object="text" data-key="3180"><span data-slate-leaf="true" data-offset-key="3180:0" data-first-offset="true"><span data-slate-string="true">垂直拆分指的是按照不同的业务线拆分，比如，将整个出行业务分为出租车业务、快车业务和顺风车业务，按照不同的业务场景，自上而下进行竖切，让每个业务都自成体系，形成自己的业务闭环。</span></span></span></div><div class="se-e5b888ed " data-slate-type="paragraph" data-slate-object="block" data-key="3181"><span data-slate-object="text" data-key="3182"><span data-slate-leaf="true" data-offset-key="3182:0" data-first-offset="true"><span data-slate-string="true">通过垂直拆分，一个复杂的出行场景就拆分为几个具体的场景，我们可以根据各个业务线的特点去设计系统，从而降低了整个系统的复杂性。</span></span></span></div><div class="se-b82685f1 " data-slate-type="paragraph" data-slate-object="block" data-key="3183"><span data-slate-object="text" data-key="3184"><span data-slate-leaf="true" data-offset-key="3184:0" data-first-offset="true"><span data-slate-string="true">垂直拆分可以很好地满足业务广度上的扩展，比如说增加一条新的业务线，可以按照这个思路落地系统。</span></span></span></div><div class="se-bd7a545f " data-slate-type="paragraph" data-slate-object="block" data-key="3185"><span data-slate-object="text" data-key="3186"><span data-slate-leaf="true" data-offset-key="3186:0" data-first-offset="true"><span class="se-a11338a8" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">一般做业务架构时，我们先考虑垂直拆分，从大方向上，把不同业务给区分清楚，然后再针对具体业务，按照业务处理流程进行水平拆分。</span></span></span></span></div><div class="se-8a1edcc2 " data-slate-type="paragraph" data-slate-object="block" data-key="3187"><span data-slate-object="text" data-key="3188"><span data-slate-leaf="true" data-offset-key="3188:0" data-first-offset="true"><span data-slate-string="true">如果同时进行垂直拆分和水平拆分，一个大系统被拆分为了一个二维的模块矩阵，每个模块既属于某个业务线，也属于业务流程的某个环节。这样一来，每个模块的职责都很清晰，当业务变化了，我们可以清楚地知道，这个变化涉及哪些模块，然后，对这些模块进行相应的调整就可以。</span></span></span></div><div class="se-caefd180 " data-slate-type="paragraph" data-slate-object="block" data-key="3189"><span data-slate-object="text" data-key="3190"><span data-slate-leaf="true" data-offset-key="3190:0" data-first-offset="true"><span data-slate-string="true">为了帮你更好地理解这两种拆分方式的好处，我这里举个搭积木的例子。经过拆分，每个业务模块都成为一个积木，然后，我们以搭积木的方式来构造系统。当业务发生变化，我们就调整对应的积木，如果系统拆分得合理，拆分后的模块就具有良好的封装性，也就意味着我们主要是调整积木的内部，而它的外观基本不变。这样一来，相邻的积木不会受到影响，系统整体也不需要大的调整。结果是，系统的变化是局部和可控的，保证了灵活的应对变化能力。</span></span></span></div><h2 class="se-7af38547" data-slate-type="heading" data-slate-object="block" data-key="3191"><span data-slate-object="text" data-key="3192"><span data-slate-leaf="true" data-offset-key="3192:0" data-first-offset="true"><span data-slate-string="true">打造可扩展的模块体系：模块整合</span></span></span></h2><div class="se-60a45aea " data-slate-type="paragraph" data-slate-object="block" data-key="3193"><span data-slate-object="text" data-key="3194"><span data-slate-leaf="true" data-offset-key="3194:0" data-first-offset="true"><span data-slate-string="true">系统拆完后，接下来就是模块整合的工作，整合也有两种好的手段：通用化和平台化。</span></span></span></div><h3 class="se-4709a9e9" data-slate-type="heading" data-slate-object="block" data-key="3195"><span data-slate-object="text" data-key="3196"><span data-slate-leaf="true" data-offset-key="3196:0" data-first-offset="true"><span data-slate-string="true">通用化整合</span></span></span></h3><div class="se-a561e676 " data-slate-type="paragraph" data-slate-object="block" data-key="3197"><span data-slate-object="text" data-key="3198"><span data-slate-leaf="true" data-offset-key="3198:0" data-first-offset="true"><span data-slate-string="true">通用化指的是通过抽象设计，让一个模块具备通用的能力，能够替代多个类似功能的模块。</span></span></span></div><div class="se-0d59bd39 " data-slate-type="paragraph" data-slate-object="block" data-key="3199"><span data-slate-object="text" data-key="3200"><span data-slate-leaf="true" data-offset-key="3200:0" data-first-offset="true"><span data-slate-string="true">回到刚才的出行平台，我们发现 3 条业务线都有地图搜索、运力调度、订单支付这些模块，不同的业务线之间，这些同名的模块逻辑高度类似，只是细节方面有差别。</span></span></span></div><div class="se-16e71d2d " data-slate-type="paragraph" data-slate-object="block" data-key="3201"><span data-slate-object="text" data-key="3202"><span data-slate-leaf="true" data-offset-key="3202:0" data-first-offset="true"><span data-slate-string="true">那么，我们能不能对这些类似的模块进行抽象化处理，整合成一个通用的模块呢？答案是可以的，我们可以在模块接口中，通过输入参数标识调用来自哪个业务，是出租车、快车还是顺风车，然后在模块内部，针对不同业务线的差异化部分做针对性处理。结果可能是这个通用模块增加 5% 的逻辑，但避免了 95% 的重复逻辑，这样，经过通用化整合，新的模块以很低的代价，就为多个业务线提供了复用。而且，当新的业务线进来，很可能这个通用化的模块，就已经提供了现成的支持。</span></span></span></div><div class="se-6b5761c7 " data-slate-type="paragraph" data-slate-object="block" data-key="3203"><span data-slate-object="text" data-key="3204"><span data-slate-leaf="true" data-offset-key="3204:0" data-first-offset="true"><span class="se-213227d4" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">通过模块通用化，模块的数量减少了，模块的定位更清晰，概念更完整，职责更聚焦。在实践中，当不同业务线对某个功能需求比较类似时，我们经常会使用这个手段。</span></span></span></span></div><h3 class="se-1bb95c65" data-slate-type="heading" data-slate-object="block" data-key="3205"><span data-slate-object="text" data-key="3206"><span data-slate-leaf="true" data-offset-key="3206:0" data-first-offset="true"><span data-slate-string="true">平台化整合</span></span></span></h3><div class="se-84ae5598 " data-slate-type="paragraph" data-slate-object="block" data-key="3207"><span data-slate-object="text" data-key="3208"><span data-slate-leaf="true" data-offset-key="3208:0" data-first-offset="true"><span data-slate-string="true">平台化是把定位相同的模块组织在一起，以组团的方式对外提供服务。对于外部系统来说，我们可以把这些模块看成是一个整体，一起对业务场景提供全面的支撑。</span></span></span></div><div class="se-12a8d1c3 " data-slate-type="paragraph" data-slate-object="block" data-key="3209"><span data-slate-object="text" data-key="3210"><span data-slate-leaf="true" data-offset-key="3210:0" data-first-offset="true"><span data-slate-string="true">如下图所示，我们可以看到，地图搜索、运力调度、订单支付，都是各个业务线都需要的基础和通用的业务能力，当我们增加新的业务线时，还是离不开这些基础能力。</span></span></span></div><div class="se-3cf409c4" data-slate-type="image" data-slate-object="block" data-key="3211"><img class="se-a95f8687" src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/76faef600320f2b8974b4860cd57de3e.jpg"></div><div class="se-be373002 " data-slate-type="paragraph" data-slate-object="block" data-key="3212"><span data-slate-object="text" data-key="3213"><span data-slate-leaf="true" data-offset-key="3213:0" data-first-offset="true"><span data-slate-string="true">所以，我们可以把这些基础模块放在同一层，构成一个基础业务平台。之前，它们是一个个离散的服务，独立地输出能力，现在变成一个大的业务平台，可以提供整体的能力输出。</span></span></span></div><div class="se-80731d9c " data-slate-type="paragraph" data-slate-object="block" data-key="3214"><span data-slate-object="text" data-key="3215"><span data-slate-leaf="true" data-offset-key="3215:0" data-first-offset="true"><span data-slate-string="true">通过打造业务平台，一方面，我们对多个业务模块进行包装，形成更大粒度的抽象，相当于减少了模块的数量；另一方面，作为平台，它的定位更明确，系统依赖关系也更清晰；而且，如果新的业务线进来，它可以基于业务平台快速落地。</span></span></span></div><div class="se-074fb8fa " data-slate-type="paragraph" data-slate-object="block" data-key="3216"><span data-slate-object="text" data-key="3217"><span data-slate-leaf="true" data-offset-key="3217:0" data-first-offset="true"><span class="se-dc375fa2" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">业务平台化是模块依赖关系层次化的一个特例，只是它偏向于基础能力，在实践中，当业务线很多，业务规则很复杂时，我们经常把底层业务能力抽取出来，进行平台化处理。</span></span></span></span></div><h2 class="se-b29bfd5c" data-slate-type="heading" data-slate-object="block" data-key="3218"><span data-slate-object="text" data-key="3219"><span data-slate-leaf="true" data-offset-key="3219:0" data-first-offset="true"><span data-slate-string="true">总结</span></span></span></h2><div class="se-2654fc5b " data-slate-type="paragraph" data-slate-object="block" data-key="3220"><span data-slate-object="text" data-key="3221"><span data-slate-leaf="true" data-offset-key="3221:0" data-first-offset="true"><span data-slate-string="true">好了，下面我来总结一下今天所讲的内容。</span></span></span></div><div class="se-7d030345 " data-slate-type="paragraph" data-slate-object="block" data-key="3222"><span data-slate-object="text" data-key="3223"><span data-slate-leaf="true" data-offset-key="3223:0" data-first-offset="true"><span data-slate-string="true">首先，我们对系统进行建模，系统 = 模块 + 关系，这样会简化你对系统的认识。基于这个模型，我们对模块划分和关系定义提出具体的要求，你可以在实际设计时参考这些要求。</span></span></span></div><div class="se-cf391b9d " data-slate-type="paragraph" data-slate-object="block" data-key="3224"><span data-slate-object="text" data-key="3225"><span data-slate-leaf="true" data-offset-key="3225:0" data-first-offset="true"><span data-slate-string="true">另外，我们深入地分析了扩展性的本质。系统的扩展能力来自于内部模块体系的有序，这样才能低成本地应对业务变化，认识到了这一点，有助于你从根本上理解和重视架构的扩展性设计。</span></span></span></div><div class="se-327a46ba " data-slate-type="paragraph" data-slate-object="block" data-key="3226"><span data-slate-object="text" data-key="3227"><span data-slate-leaf="true" data-offset-key="3227:0" data-first-offset="true"><span data-slate-string="true">然后，我提供了一个出行平台的例子，来帮助你理解，如何通过模块拆分和整合的手段，具体地设计一个可扩展的架构，希望你能在工作中灵活运用。</span></span></span></div><div class="se-e1030f7d " data-slate-type="paragraph" data-slate-object="block" data-key="3228"><span data-slate-object="text" data-key="3229"><span data-slate-leaf="true" data-offset-key="3229:0" data-first-offset="true"><span class="se-2a7ca15d" data-slate-type="bold" data-slate-object="mark"><span data-slate-string="true">最后，给你留一道思考题</span></span></span></span><span data-slate-object="text" data-key="3230"><span data-slate-leaf="true" data-offset-key="3230:0" data-first-offset="true"><span data-slate-string="true">：你所在公司里有没有类似的肿瘤系统，它包含了太多职责，导致系统内部结构混乱，大家都不敢对它进行调整？</span></span></span></div><div class="se-2e7541b3 " data-slate-type="paragraph" data-slate-object="block" data-key="3231"><span data-slate-object="text" data-key="3232"><span data-slate-leaf="true" data-offset-key="3232:0" data-first-offset="true"><span data-slate-string="true">欢迎在留言区和我互动，我会第一时间给你反馈。如果觉得有收获，也欢迎你把这篇文章分享给你的朋友。感谢阅读，我们下期再见。</span></span></span></div></div></div> <!----> <!----></div> <div class="_2w-W27j5_0"><div class="O6lROQG3_0"></div> <div class="_1N2pD_iU_0"></div> <div class="D3bjEGOR_0"><div class="_3T3EUmr2_0 ps"><textarea placeholder="将学到的知识总结成笔记，方便日后快速查找及复习" style="height: 240px;"></textarea><div class="ps__rail-x" style="left: 0px; bottom: 0px;"><div class="ps__thumb-x" tabindex="0" style="left: 0px; width: 0px;"></div></div><div class="ps__rail-y" style="top: 0px; right: 0px;"><div class="ps__thumb-y" tabindex="0" style="top: 0px; height: 0px;"></div></div></div> <div class="_2XxzQqjL_0" style="display: none;"><div class="_1KDQg3Bq_0">确认放弃笔记？</div> <div class="mJWK5em0_0">放弃后所记笔记将不保留。</div></div> <div class="_3tbfXQau_0" style="display: none;"></div></div> <div class="_1Ax_ZpPk_0"><div class="_2OgrMv3n_0">取消</div> <div class="FKyaWb-t_0">完成</div> <!----> <!----> <!----></div> <div class="_3MpaRWpt_0"><span>0/1000字</span></div></div> <div class="zbKHG1ec_0"><div class="tXxk8mk7_0">划线</div> <div class="_2YBWosuL_0"></div> <div class="_25lruFgJ_0"></div> <div class="_3wLabARi_0"></div> <div class="tXxk8mk7_0">笔记</div> <div class="_2YBWosuL_0"></div> <div class="tXxk8mk7_0">复制</div></div></div> <div class="_23_U6jTI_0"><img alt="unpreview" src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/bfb9c26827558b6470a43b952a59fb93.jpg"></div> <div class="_2sg1Tei__0"><span>©</span>&nbsp;版权归极客邦科技所有，未经许可不得传播售卖。 页面已增加防盗追踪，如有侵权极客邦将依法追究其法律责任。
          </div> <!----></div> <div class="_2Vlfl3UO_0"><div class="_3SZaEKao_0"><img src="" class="_1162B7i7_0"> <div class="_20XltAts_0">GEEKBANG_5336464</div></div> <div class="_1tbWAlsU_0"><textarea placeholder="由作者筛选后的优质留言将会公开显示，欢迎踊跃留言。" rows="16" class="_2KHEOPSr_0"></textarea></div> <div class="_1veVZDxP_0"><div class="_35yjm5PG_0">Ctrl + Enter 发表</div> <div class="Yy13DVC5_0">0/2000字</div> <div class="_3_vpCYgD_0">提交留言</div></div></div> <div class="_3-W_zrq4_0"><h2>精选留言(22)</h2> <ul><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/092acd6a.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>孙同学</span> <!----></div> <div class="_2_QraFYR_0">https://www.processon.com/view/link/5e51378ce4b0c037b5f9d1e3 今天更新了mindmap。可能我参与的系统比较小吧，都是web项目，按照mvc结构基本就能满足，这几天空闲时间就在梳理项目的结构，大概理清了三十多张表之间的逻辑关系，想根据所学试着提出些理解，但在看代码过程中发现另一个问题，不敢细究代码逻辑，真是纷纷扰扰理不清头绪，之后只能通过功能界面理解需求，然后看涉及到的数据表的语句，忽略了各种嵌套的if else，感觉有时即使是清晰的架构，优势也可能被代码质量抹平了。</div> <!----> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-02-27</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class="">2</span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/72ff375b.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>🔥</span> <!----></div> <div class="_2_QraFYR_0">老师讲的很好，有几个问题请老师指点一下，1. 如果服务拆分的很细了，而且还有大中台提供服务，一般的做架构的话服务是不是可以不用分层和解耦了，如果按业务来看，影响分层和解藕都有哪些因素需要考量。<br><br>2. 关于系统重构，业务梳理并划分清楚后，在技术角度需要考量的因素还有那些。</div> <div class="_10o3OAxT_0"><p class="_3KxQPN3V_0">作者回复: 如果有大中台的话，主要的分层和解耦工作已经帮你做了，剩下的是偏应用上层的业务，不用太多考虑再深入拆分。拆分不是越细越好，在人容易理解的前提下，是越粗越好。<br>系统重构时，除了设计到位，保证系统能够平滑过渡也很重要。技术角度多考虑数据如何迁移，如何实现系统的灰度改造，分阶段上线，减少风险。出问题时，要有B计划兜底。</p></div> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-02-26</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class="">2</span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/11f21cb4.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>川杰</span> <!----></div> <div class="_2_QraFYR_0">有。领导觉得没有必要调整，或者，要你利用业余时间提出方案，甚至最好是能改好，还不能有什么BUG，最关键的是领导还是程序员出身；只能等他的短视自食其果了。</div> <div class="_10o3OAxT_0"><p class="_3KxQPN3V_0">作者回复: 能理解，这个要通过显式立项方式解决。</p></div> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-02-26</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span>2</span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class="">2</span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/30201f1a.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>Geek_kevin</span> <!----></div> <div class="_2_QraFYR_0">我们公司是传统生产商,公司在处理物流发货这块有4个系统，分别对接4家不同物流公司的系统，各个系统有80%的重复，以后再来1家物流公司，感觉还要再开发一套，很是头疼</div> <div class="_10o3OAxT_0"><p class="_3KxQPN3V_0">作者回复: 可以借鉴支付系统的做法，一般要接入很多三方支付平台。设计上问题不大，关键是要平衡投入产出比。</p></div> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-03-08</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class="">1</span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/4827557b.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>睡不着的史先生</span> <!----></div> <div class="_2_QraFYR_0">所以，我们可以把这些基础模块放在同一层，构成一个基础业务平台。之前，它们是一个个离散的服务，独立地输出能力，现在变成一个大的业务平台，可以提供整体的能力输出。<br>这里平台化说白了就是封装了一层对外的api吗？他跟独立的服务好像也没啥区别呢呀？</div> <div class="_10o3OAxT_0"><p class="_3KxQPN3V_0">作者回复: 不需要再额外针对内部的服务封装一层API，业务平台更多是概念上的，把各个基础服务逻辑上组合在一起。掰开看也是一个个独立的服务，但这些服务定位是相同的，相互间没有紧密依赖。</p></div> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-03-05</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class="">1</span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/1c92a90c.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>tt</span> <!----></div> <div class="_2_QraFYR_0">总结一下。<br><br>可扩展化的过程就是一个抽象的过程。<br><br>1、首先是从具体的业务场景中抽象出一个个的业务节点（接口），把类似的接口按照业务域放到不同的模块中。因为业务就是逻辑➕数据（对应于程序就是算法➕数据结构），每个业务的数据模型不相同。<br><br>所以，从数据层面来说，这一层抽象的标准也就是模块划分的标准是各模块的不需要依赖其它模块的数据。<br><br>2、下一个层次的抽象是继续把模块“聚类”，做更高水平的抽象，进一步减少逻辑实体的数量，利于人脑的思考。可以从两个视角出发：能力（功能）和定位。<br><br>从能力（功能）视角出发（比如通过参数化）可以进行通用化整合，标准是边际收益高，增加很少的代码，就可以提高很多的通用性，从而减少模块的数量。<br><br>从定位视角出发，进行平台化整合。本质也是从更高的角度看待系统，更有利于人脑进行分析。</div> <!----> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-02-26</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span>1</span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class="">1</span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/e154de2e.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>250ZH</span> <!----></div> <div class="_2_QraFYR_0">模块划分和定义很重要，但也很难做好，每个人对系统整体和具体功能的认识又不一样，团队内部讨论这个事总是无疾而终，最后靠领导拍板</div> <!----> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-03-20</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/721d0920.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>Geek_589486</span> <!----></div> <div class="_2_QraFYR_0">柔性的架构在于要全面理解业务，了解业务不变的模块，并根据实际情况进行模块拆分，并随着时间动态调整</div> <!----> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-03-15</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/a90cf777.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>深山小书童</span> <!----></div> <div class="_2_QraFYR_0">老师您好，首先得感谢这个课程，案例丰富，干货满满，很有诚意，这十篇文章已经反复研读很多遍。关于可扩展架构的几篇文章老是串不起来，只记得可复用的几篇文章。能否请老师讲一下可扩展的几篇文章的安排思路，方便理解。</div> <div class="_10o3OAxT_0"><p class="_3KxQPN3V_0">作者回复: 赞一个，这么用心，这个问题，我都要翻一下前面几篇的内容，其实内容安排也没有那么有逻辑。<br>03篇到06篇讲的都是业务可扩展，大致关系如下：<br>1. 03篇是总纲，从系统=模块+关系出发，怎么去定义模块和关系。<br>2. 04篇介绍互联网架构，从单体到微服务，这些都是实际的架构，通过这些架构中，介绍模块和关系是怎么演变支持扩展的。<br>3. 05篇通过具体的网关案例，从单体到服务化，介绍模块和关系在一个实际项目中怎么变化的。<br>4. 06篇介绍中台，是04篇的继续。<br><br>其实都是围绕着模块和关系的定义，去解剖系统以及可扩展。<br><br></p></div> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-03-14</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/ea49b29d.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>小洛</span> <!----></div> <div class="_2_QraFYR_0">有几个问题请教下老师<br>1、模块业务逻辑要尽量围绕自身内部数据进行处理，但是有时候需要调用其他模块的数据才能正确处理自己内部的逻辑，就比如订单模块在算价的时候是需要调用优惠模块计算，然后拿到结果做保存，这时候失败了要怎么处理？<br>2、如何做好模块结构层次化，有什么准则吗？怎么定义相似的模块放到同一层次？开始如果放错，后期调整，如果对业务造成很大影响，是否需要去调整呢？<br>3、通用化整合，如果修改的是通用逻辑，依赖的多个业务线应该需要全部回归，在业务架构上如何去做权衡</div> <div class="_10o3OAxT_0"><p class="_3KxQPN3V_0">作者回复: 1. 上层应用调促销服务进行算价，然后把结果传给订单服务进行保存，订单服务不会直接调促销服务进行算价。<br>2. 业务实际上有分层的，比如基础业务和上层业务，订单，会员，商品这些业务都可以做类似的划分，比如下单属于订单的上层业务，订单的增删改查和生命周期管理就是基础业务。这些基础业务定位就一样，可以放到同一层。<br>3. 通用逻辑改了，自然需要回归，业务规则统一在一个地方啊比在多个地方改要好。为避免影响，服务内部要做好单元测试，服务接口要做好自动化测试。</p></div> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-03-14</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/6d29d96f.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>dowannado</span> <!----></div> <div class="_2_QraFYR_0">20200307 系统 模块 关系 拆分 整合 扩展的本质等</div> <!----> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-03-07</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/63c94eee.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>子龙</span> <!----></div> <div class="_2_QraFYR_0">为了业务流程之间的复用，系统分模块，为了关系模块之间的关系，模块分层；<br>这些所有的都是给予对业务的理解，<br>业务的理解公司的业务有关系，如果公司的业务不定，别说构建基础模块，连分模块都不可能。<br>如果有比较清楚领域知识的，能够识别业务领域的基础能力，直接构建基础能力平台，在此基础上构建各种的业务线<br>老师理解对吗？</div> <div class="_10o3OAxT_0"><p class="_3KxQPN3V_0">作者回复: 需要总体上理解业务，才能定义好哪些是基础业务，架构是逐步演进的，一开始自上而下直接搭建，怎么快怎么来，后面业务复杂了，就要考虑如何拆分组合，哪些属于稳定的基础业务，哪些属于快变的上层应用。不能指望一开始就构建基础平台，筑巢引凤，这不大可行。</p></div> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-03-06</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/b5a41e95.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>张明云</span> <!----></div> <div class="_2_QraFYR_0">言简意赅地把知识讲得清清楚楚，一看就是绝对资深。</div> <!----> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-03-05</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/198c6104.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>小伟</span> <!----></div> <div class="_2_QraFYR_0">业务和基础模块划分是门艺术，在应用体量不同时的划分可能截然不同，只有多做项目设计才能做成较科学的划分。</div> <!----> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-02-29</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/198c6104.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>小伟</span> <!----></div> <div class="_2_QraFYR_0">我司原来是单体应用，现在在做模块化拆分，从单体应用里把模块功能剥离到各自的项目中。但整体还未完成，遗留的单体应用就是个肿瘤，鱼龙混杂，啥功能都有。最终目标就是消灭这个肿瘤。</div> <!----> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-02-29</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>Geek_c00e0c</span> <!----></div> <div class="_2_QraFYR_0">肿瘤系统的形成也有一定因素，比如确实是功能内聚的一个模块，拆分为多个系统的话，可能会有功能不清晰，而且可能会增加了分布式事务的处理。</div> <!----> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-02-28</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/872ad07e.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>Kǎfκã²⁰²⁰</span> <!----></div> <div class="_2_QraFYR_0">现在就在动手对一个历经好多年有各种补丁的系统做调整，也许最好的方法就是重新设计，重新构建</div> <!----> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-02-27</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/50782491.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>zeor</span> <!----></div> <div class="_2_QraFYR_0">老师您好，请问一个查块的拆分，组合，要什么时候去做</div> <div class="_10o3OAxT_0"><p class="_3KxQPN3V_0">作者回复: 查块?什么意思呢</p></div> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-02-27</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/f1034ffd.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>cricket1981</span> <!----></div> <div class="_2_QraFYR_0">业务中台概念是不是就对应文中的业务平台</div> <div class="_10o3OAxT_0"><p class="_3KxQPN3V_0">作者回复: 不一样，这里的业务平台是泛称，业务中台是特指，有一定的要求，后面文章有专门部分讲解业务中台</p></div> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-02-27</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li><li><div class="_2sjJGcOH_0"><img src="./03 _ 可扩展架构：如何打造一个善变的柔性系统？_files/08088f14.jpg" class="_3FLYR4bF_0"> <div class="_36ChpWj4_0"><div class="_2zFoi7sd_0"><span>马哲富</span> <!----></div> <div class="_2_QraFYR_0">高屋建瓴，醍醐灌顶；系统=模块+依赖关系</div> <!----> <div class="_3klNVc4Z_0"><div class="_3Hkula0k_0">2020-02-26</div> <div class="_3_7joXrw_0"><!----> <div class="_3r0uuaYZ_0"><i class="iconfont"></i> <span></span></div> <div class="_24fTab90_0"><i class="iconfont"></i> <span class=""></span></div></div></div></div></div> <!----></li></ul> <div class="_1DRwKyCv_0">
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